Instance-Based Learning Algorithms
Machine Learning
Pointing the way: active collaborative filtering
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Automatic essay grading using text categorization techniques
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Learning to extract symbolic knowledge from the World Wide Web
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
International Journal of Human-Computer Studies
Capturing knowledge of user preferences: ontologies in recommender systems
Proceedings of the 1st international conference on Knowledge capture
Getting to know you: learning new user preferences in recommender systems
Proceedings of the 7th international conference on Intelligent user interfaces
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Automating the Construction of Internet Portals with Machine Learning
Information Retrieval
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
OntoSeek: Content-Based Access to the Web
IEEE Intelligent Systems
Text-Learning and Related Intelligent Agents: A Survey
IEEE Intelligent Systems
Identifying Communities of Practice through Ontology Network Analysis
IEEE Intelligent Systems
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Web personalization integrating content semantics and navigational patterns
Proceedings of the 6th annual ACM international workshop on Web information and data management
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
IEEE Transactions on Knowledge and Data Engineering
Dynamically-optimized context in recommender systems
Proceedings of the 6th international conference on Mobile data management
Constructing intelligent and open mobile commerce using a semantic web approach
Journal of Information Science
Push-Style Guidance System for Technical Document Writing
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Applications of machine learning: matching problems to tasks and methods
The Knowledge Engineering Review
Recommendation-based browsing assistance for corporate knowledge portals
Proceedings of the 2006 ACM symposium on Applied computing
A multi-agent system that facilitates scientific publications search
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Web Semantics: Science, Services and Agents on the World Wide Web
Expert Systems with Applications: An International Journal
Semantic Web approach to smart link generation for Web navigations
Software—Practice & Experience
Architectural design of a multi-agent recommender system for the legal domain
Proceedings of the 11th international conference on Artificial intelligence and law
An Ontology-Based Product Recommender System for B2B Marketplaces
International Journal of Electronic Commerce
Generating semantically enriched user profiles for Web personalization
ACM Transactions on Internet Technology (TOIT)
Improving new user recommendations with rule-based induction on cold user data
Proceedings of the 2007 ACM conference on Recommender systems
Structuring cross-organizational knowledge sharing
Proceedings of the 2007 international ACM conference on Supporting group work
Exploiting tourism destinations' knowledge in an RDF-based P2P network
Journal of Network and Computer Applications
Trust-enabling decision support system for e-tourism intermediation
International Journal of Networking and Virtual Organisations
Document recommendation for knowledge sharing in personal folder environments
Journal of Systems and Software
Information Processing and Management: an International Journal
A knowledge retrieval model using ontology mining and user profiling
Integrated Computer-Aided Engineering
Ontological modelling of content management and provision
Information and Software Technology
Item-Based Filtering and Semantic Networks for Personalized Web Content Adaptation in E-Commerce
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Personalized Web Search by Constructing Semantic Clusters of User Profiles
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
Building an expert travel agent as a software agent
Expert Systems with Applications: An International Journal
SXRS: An XLink-based Recommender System using Semantic Web technologies
Expert Systems with Applications: An International Journal
A multi-agent legal recommender system
Artificial Intelligence and Law
Exploiting Ontological Structure for Complex Preference Assembly
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Discovery-oriented collaborative filtering for improving user satisfaction
Proceedings of the 14th international conference on Intelligent user interfaces
HQE: A hybrid method for query expansion
Expert Systems with Applications: An International Journal
Context-aware system for proactive personalized service based on context history
Expert Systems with Applications: An International Journal
Learning and inferencing in user ontology for personalized Semantic Web search
Information Sciences: an International Journal
Social recommender systems for web 2.0 folksonomies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Using Support Vector Machines for feature-oriented profile-based recommendations
International Journal of Advanced Intelligence Paradigms
International Journal of Approximate Reasoning
Adaptive System for the Integration of Recommendation Methods with Social Filtering Enhancement
Proceedings of the 2008 conference on New Trends in Multimedia and Network Information Systems
Towards service-oriented recommendation functionalities within pervasive e-learning systems
International Journal of Business Intelligence and Data Mining
A User Profiles Acquiring Approach Using Pseudo-Relevance Feedback
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
OntoSearch: a full-text search engine for the semantic web
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Inferring user's preferences using ontologies
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Review: Personalizing recommendations for tourists
Telematics and Informatics
Exploiting Domain Knowledge by Automated Taxonomy Generation in Recommender Systems
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Finding My Needle in the Haystack: Effective Personalized Re-ranking of Search Results in Prospector
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
ISeller: A Flexible Personalization Infrastructure for e-Commerce Applications
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
A Three-Tier Profiling Framework for Adaptive e-Learning
ICWL '009 Proceedings of the 8th International Conference on Advances in Web Based Learning
Leveraging Users for Efficient Interruption Management in Agent-User Systems
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
A new customized document categorization scheme using rough membership
Applied Soft Computing
Recommender system based on workflow
Decision Support Systems
Learning dynamic information needs: A collaborative topic variation inspection approach
Journal of the American Society for Information Science and Technology
Semantically Enhanced Recommender Systems
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
A Similarity Measure for Collaborative Filtering with Implicit Feedback
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Concept-Based, Personalized Web Information Gathering: A Survey
KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
Context Management for Adaptive Information Systems
Electronic Notes in Theoretical Computer Science (ENTCS)
Task-based K-Support system: disseminating and sharing task-relevant knowledge
Expert Systems with Applications: An International Journal
Interest based selection of user generated content for rich communication services
Journal of Network and Computer Applications
Updating user profile using ontology-based semantic similarity
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
PERSONAF: framework for personalised ontological reasoning in pervasive computing
User Modeling and User-Adapted Interaction
Ontology-based news recommendation
Proceedings of the 2010 EDBT/ICDT Workshops
Ontological technologies for user modelling
International Journal of Metadata, Semantics and Ontologies
Adaptive information providing system for R&D meeting environments
Proceedings of the 2007 conference on Human interface: Part II
User models for adaptive hypermedia and adaptive educational systems
The adaptive web
Data mining for web personalization
The adaptive web
RecoMap: an interactive and adaptive map-based recommender
Proceedings of the 2010 ACM Symposium on Applied Computing
Extracting ontology concept hierarchies from text using Markov logic
Proceedings of the 2010 ACM Symposium on Applied Computing
Ranking using multi-features in blog search
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Time filtering for better recommendations with small and sparse rating matrices
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
Case-based analysis in user requirements modelling for knowledge construction
Information and Software Technology
An intelligent agent-based system for multilingual financial news digest
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
User profiling for semantic browsing in medical digital libraries
ESWC'08 Proceedings of the 5th European semantic web conference on The semantic web: research and applications
Artificial intelligence
Recsplorer: recommendation algorithms based on precedence mining
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
User-centric mobile services: context provisioning and user profiling
Proceedings of the 11th Annual International Digital Government Research Conference on Public Administration Online: Challenges and Opportunities
An ontological modelling of user requirements for personalised information provision
Information Systems Frontiers
An intelligent agent-based system for multilingual financial news digest
International Journal of Intelligent Information and Database Systems
Improving the effectiveness of collaborative recommendation with ontology-based user profiles
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
AMT'10 Proceedings of the 6th international conference on Active media technology
Accelerated Learning of User Profiles
Management Science
Context semantic filtering for mobile advertisement
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems
A Hybrid Movie Recommender Based on Ontology and Neural Networks
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
User-centered profile representation for recommendations across multiple content domains
International Journal of Knowledge-based and Intelligent Engineering Systems
News personalization using the CF-IDF semantic recommender
Proceedings of the International Conference on Web Intelligence, Mining and Semantics
EGOVIS'11 Proceedings of the Second international conference on Electronic government and the information systems perspective
How do we measure and improve the quality of a hierarchical ontology?
Journal of Systems and Software
Propagating user interests in ontology-based user model
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Leveraging the linkedin social network data for extracting content-based user profiles
Proceedings of the fifth ACM conference on Recommender systems
Engineering Applications of Artificial Intelligence
A support system for web service integration based on user profiles
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
Keyword clustering for user interest profiling refinement within paper recommender systems
Journal of Systems and Software
A multi agent approach to interest profiling of users
CEEMAS'05 Proceedings of the 4th international Central and Eastern European conference on Multi-Agent Systems and Applications
Recommendation as a mechanism to induce participation in communities of practice
CSCWD'05 Proceedings of the 9th international conference on Computer Supported Cooperative Work in Design II
Collaborative quality filtering: establishing consensus or recovering ground truth?
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Research paper recommender systems: a subspace clustering approach
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Extraction of user profile based on workflow and information flow
Expert Systems with Applications: An International Journal
Cubic analysis of social bookmarking for personalized recommendation
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Implicit: a multi-agent recommendation system for web search
Autonomous Agents and Multi-Agent Systems
Collaborative and usage-driven evolution of personal ontologies
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Document filtering for domain ontology based on concept preferences
ASWC'06 Proceedings of the First Asian conference on The Semantic Web
IM3: a system for matchmaking in mobile environments
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Advanced recommendation models for mobile tourist information
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
Property-based collaborative filtering for health-aware recommender systems
Expert Systems with Applications: An International Journal
Mining knowledge demands from information flow
Expert Systems with Applications: An International Journal
Combining demographic data with collaborative filtering for automatic music recommendation
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Introducing semantics in web personalization: the role of ontologies
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Tracking the preferences of users using weak estimators
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
ACM Transactions on Interactive Intelligent Systems (TiiS)
Expert and community based style advice
Expert Systems with Applications: An International Journal
Towards group behavioral reason mining
Expert Systems with Applications: An International Journal
Ontology driven bee's foraging approach based self adaptive online recommendation system
Journal of Systems and Software
Property-based interest propagation in ontology-based user model
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Towards causal models for building behavioral user profile in ubiquitous computing applications
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
A study of citations in users' online personal collections
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
Providing metrics and automatic enhancement for hierarchical taxonomies
Information Processing and Management: an International Journal
Towards a user based recommendation strategy for digital ecosystems
Knowledge-Based Systems
Enabling topic-level trust for collaborative information sharing
Personal and Ubiquitous Computing
An Adaptive Course Generation Framework
International Journal of Distance Education Technologies
Mining Frequent Generalized Patterns for Web Personalization in the Presence of Taxonomies
International Journal of Data Warehousing and Mining
Semi-automatic generation of recommendation processes and their GUIs
Proceedings of the 2013 international conference on Intelligent user interfaces
Classification Analysis in Complex Online Social Networks Using Semantic Web Technologies
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Knowledge-Based Systems
SMARTMUSEUM: A mobile recommender system for the Web of Data
Web Semantics: Science, Services and Agents on the World Wide Web
Research paper recommender system evaluation: a quantitative literature survey
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
Recommendation using textual opinions
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Prediction of members' return visit rates using a time factor
Electronic Commerce Research and Applications
On building entity recommender systems using user click log and freebase knowledge
Proceedings of the 7th ACM international conference on Web search and data mining
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Ontological semantic inference based on cognitive map
Expert Systems with Applications: An International Journal
Automatic task-based profile representation for content-based recommendation
International Journal of Knowledge-based and Intelligent Engineering Systems
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We explore a novel ontological approach to user profiling within recommender systems, working on the problem of recommending on-line academic research papers. Our two experimental systems, Quickstep and Foxtrot, create user profiles from unobtrusively monitored behaviour and relevance feedback, representing the profiles in terms of a research paper topic ontology. A novel profile visualization approach is taken to acquire profile feedback. Research papers are classified using ontological classes and collaborative recommendation algorithms used to recommend papers seen by similar people on their current topics of interest. Two small-scale experiments, with 24 subjects over 3 months, and a large-scale experiment, with 260 subjects over an academic year, are conducted to evaluate different aspects of our approach. Ontological inference is shown to improve user profiling, external ontological knowledge used to successfully bootstrap a recommender system and profile visualization employed to improve profiling accuracy. The overall performance of our ontological recommender systems are also presented and favourably compared to other systems in the literature.